Full text
Geophys. J. In . (2024) 236, 1288–1308 h ps://doi.o g/10.1093/gji/ggad472
Ad ance Access publica ion 2023 Decembe 14
GJI G a i y, Geodesy and Tides
Mass-change And Geosciences In e na ional Cons ella ion
(MAGIC) expec ed impac on science and applica ions
I. Da as ,
1 G. Ma ch,
2 R. Pail ,
3 C. W. Hughes ,
4 , 5 C. B ai enbe g,
6 A. G
¨
un ne ,
7 , 8
A. Eicke ,
9 B. Wou e s,
10 B. Helle -Kaiko ,
3 T. Pi e a
6 and A. Pas o u i
6
1
Eu opean Space Agency, Ea h & Mission Science Di ision, ESTEC, 2201 AZ Noo dwijk, The Ne he lands. E-mail: ilias.da [email p o ec ed]
2
RHEA o Eu opean Space Agency, Ea h & Mission Science Di ision, ESTEC, 2201 AZ Noo dwijk, The Ne he lands
3
Ins i u e o As onomical and Physical Geodesy, Technical Uni e si y o Munich (TUM), A ciss aße 21 , D-80333 M
¨
unchen, Ge many
4
School o En i onmen al Sciences, Uni e si y o Li e pool, L 3 5 DA Li e pool, UK
5
Na ional Oceanog aphy Cen e, L 3 5 DA Li e pool, UK
6
Depa men o Ma hema ics and Geosciences, Uni e si y o T ies e, Via Weiss 1 , I-34128 T ies e, I aly
7
Helmhol z Cen e Po sdam, GFZ Ge man Resea ch Cen e o Geosciences, 14476 Po sdam, Ge many
8
Ins i u e o En i onmen al Sciences and Geog aphy, Uni e si y o Po sdam, 14473 Po sdam, Ge many
9
Ha enCi y Uni e si y Hambu g, 20457 Hambu g, Ge many
10
Depa men o Geoscience and Remo e Sensing, Del Uni e si y o Technology, 2628 CN Del , The Ne he lands
Accep ed 2023 Decembe 4. Recei ed 2023 Decembe 3; in o iginal o m 2023 Ap il 18
S U M M A R Y
The join ESA/NASA Mass-change And Geosciences In e na ional Cons ella ion (MAGIC)
has he objec i e o ex end ime-se ies om p e ious g a i y missions, including an imp o e-
men o accu acy and spa io- empo al esolu ion. The long- e m moni o ing o Ea h’s g a i y
ield ca ies in o ma ion on mass change induced by wa e cycle, clima e change and mass
anspo p ocesses be ween a mosphe e, c yosphe e, oceans and solid Ea h. MAGIC will
be composed o wo sa elli e pai s lying in di e en o bi planes. The NASA/DLR-led i s
pai (P1) is expec ed o be in a nea -pola o bi a ound 500 km o al i ude; while he second
ESA-led pai (P2) is expec ed o be in an inclined o bi o 65
◦–70
◦a app oxima ely 400 km
al i ude. The ESA-led pai P2 Nex Gene a ion G a i y Mission shall be launched a e P1
in a s agge ed manne o o m he MAGIC cons ella ion. The addi ion o an inclined pai
shall lead o educ ion o empo al aliasing e ec s and consequen ly o eliance on de-aliasing
models and pos -p ocessing. The main no el y o he MAGIC cons ella ion is he deli e y o
mass-change p oduc s a highe spa ial esolu ion, empo al (i.e. subweekly) esolu ion, sho e
la ency and highe accu acy han he G a i y Reco e y and Clima e Expe imen (GRACE)
and G a i y Reco e y and Clima e Expe imen Follow-On (GRACE-FO). This will pa e he
w ay o ne w science applica ions and ope a ional se ices. In his pape , an o e iew o a ious
ields o science and se ice applica ions o hyd olo gy, c yosphe e, oceano g aphy, solid Ea h,
clima e change and geodesy is p o ided. These hema ic ields and ne wl y enabled applica-
ions and se ices we e analysed in he ame o he ini ial ESA Science Suppo ac i i ies
o MAGIC. The analyses o MAGIC scena ios o di e en applica ion a eas in he ield o
geosciences con i med ha he double-pai con igu a ion will signi ican ly enla ge he numbe
o obse able mass-change phenomena by esol ing smalle spa ial scales wi h an unce ain y
ha sa is ies e ol ed use equi emen s exp essed by in e na ional bodies such as IUGG. The
equi ed unce ain y le els o dedica ed hema ic ields me by MAGIC un il e ed Le el-2
p oduc s will bene i hyd ological applica ions by eco e ing mo e han 90 pe cen o he ma-
jo i e basins wo ldwide a 260 km spa ial esolu ion, c yosphe e applica ions by enabling
mass change signal sepa a ion in he in e io o G eenland om hose in he coas al zones and
by esol ing small-scale mass a iabili y in challenging egions such as he An a c ic Penin-
sula, oceanog aphy applica ions by moni o ing me idional o e u ning ci cula ion changes
on imescales o yea s and decades, clima e applica ions by de ec ing ampli ude and phase
changes o Te es ial Wa e S o age a e 30 y in 64 and 56 pe cen o he global land a eas
1288
C
The Au ho (s) 2024. Published by Ox o d Uni e si y P ess on behal o The Royal As onomical Socie y. This is an Open Access
a icle dis ibu ed unde he e ms o he C ea i e Commons A ibu ion License ( h ps://c ea i ecommons.o g/licenses/by/4.0/ ), which
pe mi s un es ic ed euse, dis ibu ion, and ep oduc ion in any medium, p o ided he o iginal wo k is p ope ly ci ed.
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
MAGIC expec ed impac on science and applica ions 1289
and solid Ea h applica ions by lowe ing he Ea hquake de ec ion h eshold om magni ude
8.8 o magni ude 7.4 wi h spa ial esolu ion inc eased o 333 km.
Key wo ds: Global change om geodesy; Sa elli e g a i y; Time a iable g a i y; Glaciol-
o gy; Hyd olo gy; Ea hquake dynamics.
1 INTRODUCTION
Con inui y and e olu ion o g a i y missions o obse e mass
change is o eseen a ound he u n o his decade in o de o mee
p io i y use needs no add essed by he exis ing and planned sa el-
li e in as uc u e. The global scien i ic use communi y has been
con inuously add essing he need o enhanced and sus ained mass-
change moni o ing om space, ia bodies such as he Global Geode-
ic Obse ing Sys em, In e na ional Associa ion o Geodesy and he
In e na ional Union o Geodesy and Geophysics (IUGG) (IUGG
2015 Resolu ion no. 2 2015 ), (IUGG 2023 Resolu ion no. 2, 2023 ).
P edecesso g a i y missions like he Challenging Minisa elli e Pay-
load (CHAMP) (Reigbe e al. 2002 ), G a i y Reco e y and Cli-
ma e Expe imen (GRACE) (Tapley e al. 2004 ), G a i y Field and
s eady-s a e Ocean Ci cula ion (GOCE) (D inkwa e e al. 2003 )
and GRA CE Follo w-On (Lande e e al. 2020 ) ha e e olu ionize
ou unde s anding o he global s a ic and empo al a ying g a -
i y ield and he ela ed moni o ing o mass anspo p ocesses, bu
also showed limi a ion ega ding he achie able spa ial and empo al
esolu ion o esul ing g a i y ield p oduc , o example, Thomas
e al. (2017 ), Rodell e al. ( 2018 ), Cazena e e al. ( 2019 ), Wou e s
e al. ( 2019 ) and Ci ac
`
ıe al. ( 2020 ).
A new mission o imp o e he moni o ing o hyd ology,
c yosphe e, oceanog aphy, solid Ea h and clima e change is he e-
o e s ongly an icipa ed. This e olu ion will p o ide enhanced con-
inui y o science and se ices wi h espec o imp o ing upon cu -
en capabili ies and enabling no el science, applica ions and se -
ices. Achie ing accu a e pu ely sa elli e-based solu ions on daily
o weekly imescales was no possible wi h he p e ious gene a ion
o g a i y missions. Indeed, a he momen his is onl y achie -
able in combina ion wi h models (C o eau e al. 2020 ). The Mass-
change And Geosciences In e na ional Cons ella ion (MAGIC), a
collabo a ion be ween he Eu opean Space Agency (ESA) and he
Na ional Ae onau ics and Space Adminis a ion (NASA) ini ia ed
o e a decade ago, aims a ul illing his new objec i e o imp o e
cu en models and moni o ing and in pa icula o in oduce he ca-
pabili y o moni o and o ecas ex eme e en s like loods, d ough s
and o he na u al haza ds.
The Eu opean Nex -Gene a ion G a i y Mission (NGGM), pa
o MAGIC, is cu en ly in i s Phase A Ex ension as i s Mission
o Oppo uni y in he ESA’s Fu u eEO P og amme. In he ame
o he in e na ional coope a ion, ESA and NASA ha e coo dina ed
s udies on g a i y cons ella ions o op imize he e ie al o mass
change and anspo in he Ea h sys em. The new high spa io-
empo al esolu ions enable no el applica ions wi h he possibili y
o achie e sho - e m (o as - ack) g a i y p oduc s in a subweekly
basis. The collabo a ion aims a ul illing he needs o in e na ional
use s communi ies, which a e well exp essed in he IUGG epo
om 2015 (Pail e al. 2015 ). The ESA/NASA Ad-hoc Join Sci-
ence S udy Team con ibu ed o he consolida ion o mission e-
qui emen s o he join ESA/NASA MAGIC Mission Requi emen s
Documen (MRD, Haagmans & Tsaoussi 2020 ), whe e ecommen-
da ions om he 2015 IUGG epo (Pail e al. 2015 ) and he 2017
US Decadal Su e y (Decadal Su e y, 2017 ) we e adop ed. Fu he
ecommenda ions based on p e ious wo k and s udies (e.g. Bende
e al. 2008 ; I an Pou e al. 2015 ; Pail e al. 2019 ; Pu khause e al.
2020 ), N ASA/ESA In e agency G a i y Science Wo king G oup
(Visse e al. 2016 ) and he la es ad ances in sa elli e g a ime y
we e also inco po a ed in he MAGIC MRD.
The i s pai (P1) o he MAGIC Cons ella ion will be imple-
men ed ia a NASA/Ge man Ae ospace Cen e (DLR) as -paced
coope a ion o ensu e con inui y o obse a ions. The second pai
(P2) will be implemen ed by ESA, possibly wi h some NASA
con ibu ions. A s agge ed launch app oach o he wo sa elli e
pai s should p o ide a leas 4 y o combined ope a ions o
MAGIC (Haagmans & Tsaoussi 2020 ). On NASA side, a Phase
A s udy was ini ia ed in 2023 Ma ch. On ESA side, since 2020
he NGGM/MAGIC concep is in es iga ed in wo pa allel indus-
ial Phase A s udies complemen ed by a science suppo s udy
h ps://www.asg.ed. um.de/en/iapg/magic/ . In he ame o he la -
e , se e al po en ial a chi ec u es and mission scena ios we e in es-
iga ed and nume ically simula ed o maximize he MAGIC’s scien-
i ic e u n. The Bende - ype double-pai mission concep (Bende
e al. , 2008 ) and single/mul iple pendulum con igu a ions (Elsaka
e al. 2013 ) we e simula ed in g ea dep h. In hese simula ions, eal-
is ic e o assump ions ega ding he key payload p oduc s, in close
in e ac ion wi h he wo pa allel indus y s udies, we e also imple-
men ed. In he ame o he science suppo ac i i ies o MAGIC,
me hodological imp o emen s o p ocessing s a egies, op imum
ea men o long- e m signals and ailo ed pos -p ocessing ech-
niques we e also analysed (Ab ykoso e al. 2021 , 2022 ; Helle -
Kaiko e al. 2023 ). The esul ing simula ions p o ided a clea
o e iew on mission pe o mance and scien i ic imp o emen s en-
abled by MAGIC. Beyond he desc ip ion o simula ions se up
and hei imp o emen , which is a ailable in Helle -Kaiko e al.
( 2023 ), his pape summa izes he ini ial esul s and ecommen-
da ions om he ESA science s udy, and ocuses on he scien i ic
applica ions and he imp o emen s expec ed o be achie ed wi h
MAGIC.
A b ie in oduc ion on analysed cons ella ion scena ios and
adop ed me hodology is gi en in Sec ions 2 and 3 , espec i ely. In
Sec ion 4 , he main esul s and compa isons wi h he MAGIC MRD
equi emen s a e shown and discussed. Sec ion 5 p esen s he sci-
en i ic impac and applica ions o e a se o speci ic hema ic ields:
hyd olo gy, c yosphe e, oceano g aphy, solid Ea h, clima e-change
and geodesy. Conclusions and ecommenda ions o ongoing and
u u e wo k a e inally p o ided in Sec ion 6 . I should be no ed ha ,
as esul o echnical and p og amma ic cons ain s, he cu en as-
sump ion o he MAGIC o bi s is somewha di e en han he cases
p esen ed in his pape and ongoing s udies add ess such o bi con-
igu a ion. Ho we e , he esul s p esen ed a e ully applicable bu
o mino aspec s ha will be desc ibed in la e publica ions.
2 CONSTELLATION SCENARIOS
In he ESA Science Suppo s udy, he analysed o bi s a e based
on he o iginal candida e o bi s p o ided in Masso i e al. ( 2021 )
and on a ew addi ional scena ios which will be discussed he e-
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
1290 I. Da as e al .
a e . The main a en ion is o en ocused on he so-called 3d H
scena io, which is de ined by a pola pai a 463 km mean al i ude
and 89
◦inclina ion, and a second pai a 432 km mean al i ude
and 70
◦inclina ion. The ull lis o analysed o bi s is a ailable in
Appendix A . To s udy he impac o di e en pe iods o nea e-
pea o bi s, o subcycles, and he in luence o a change o al i ude,
se e al scena ios we e de ined. Beyond he Bende con igu a ions,
a ew Sun-synch onous o bi (SSO) and pendulum concep s we e
also in oduced. Fo all sa elli e pai s, he nominal in e sa elli e dis-
ance (ISD) baseline leng h is se o 220 km. Fo he scena ios 3d H
and 5d LL addi ional sa elli e andems we e analysed, including in-
line andems wi h a baseline leng h o 100, 150 and 180 km, and
pendulum pai s wi h angles o 15
◦, 30
◦and 45
◦.
Se e al po en ial mission a chi ec u es we e in es iga ed o na -
o w do wn he ade space o he cons ella ion, especially o p o ide
eedback o he pa allel Phase A sys em indus y s udies, and o
iden i y an op imum se -up ega ding science e u n, echnical ea-
sibili y and cos s.
3 METHODOLOGY
The nume ical closed-loop simula ions pe o med o e alua e he
compliance o a ious mission a chi ec u es o he gi en use e-
qui emen s and hei impac on applica ions a e based on he ull-
scale g a i y simula ion so wa e a he Ins i u e o As onomical
and Physical Geodesy (IAPG), which is desc ibed in de ail in Da as
e al. ( 2015 ) and Da as ( 2016 ). The se -up o hese simula ions
is desc ibed in de ail in Helle -Kaiko e al. ( 2023 ) as summa ized
b ie ly in wha ollows. As a i s s ep, o bi s o he in ol ed sa elli es
a e compu ed a a sampling a e o 5 s. The o bi scena ios unde -
lying he simula ions a e summa ized in he Table A1 in Appendix
A . All o bi s ha e speci ic subcycles: a e a p e-de ined pe iod o
ime, he sa elli es come close o hei ini ial (Ea h- ixed) posi ion,
wi h a longi udinal shi as speci ied in he able, hus gene a ing
a homogeneous g ound- ack pa e n wi hin a gi en subcycle. All
simula ions e e o he pe iod o ime s a ing a 2002 Janua y 1.
Depending on he speci ic anal ysis, mon hl y (31 d), weekly (7 d)
o sho - e m (3 d) solu ions a e compu ed. No mal equa ions a e
assembled and sol ed up o a maximum sphe ical ha monic (SH)
deg ee/o de (d/o) o 120, 100 o 70, depending on he e ie al
pe iod.
Rega ding o ce (backg ound) models in he closed-loop simu-
la ion, we dis inguish be ween models used o o wa d modelling
(‘ ue wo ld’), ha is, compu a ion o he o bi s and simula ion o
he obse a ions, and he g a i y e ie al (‘ e e ence wo ld’), ha
is, se -up o obse a ion equa ions and obse a ion esiduals. Fo
he o wa d modelling, he ocean ide model EOT11a (Sa cenko
& Bosch 2012 ) and he ull a mosphe e, ocean, hyd ology, ice and
solid Ea h (AOHIS) signal gi en by he upda ed Ea h Sys em
Model o ESA (Dobslaw e al. 2015 ) a e used. Fo he compu a-
ion o e e ence obse a ions, he ocean ide model GOT4.7 (Ray
2008 ) is applied, meaning ha we use he di e ence o he wo
ocean ide models EOT11a and GOT4.7 as a measu e o he ocean
ide backg ound model e o . In he case o he nominal p ocessing
scheme, he a mosphe e and ocean (AO)-de-aliasing p oduc and
he co esponding e o es ima es (Dobslaw e al. 2016 ) a e used in
he in e sion, such ha −"Hyd ology, Ice and Solid Ea h −" HIS
signals a e e ie ed. In bo h o wa d and backwa d modelling, he
s a ic g a i y ield model GOCO05s (May e -G
¨
u e al. 2015 ) is
used, assuming ha i is pe ec ly known. All backg ound models
ex end up o d/o 120.
F om he simula ed o bi s, syn he ic High-Low (HL) and Low-
Low (LL) Sa elli e- o-Sa elli e T acking (SST) obse a ions and
esidual obse a ions a e compu ed, using e e ence o ce models as
desc ibed abo e. P oduc -noise models o he key ins umen s, lase
anging in e e ome e , accele ome e s (ACC) and Global Na i-
ga ion Sa elli e Sys ems (GNSS) ecei e a e supe imposed ( hei
models a e assumed o include he e ec s o all he in e ac ions
wi h he sa elli e, e.g. hose wi h es ima ion and con ol sys ems
o a i ude and he mal s abiliza ion). These noise models a e de-
ined by Helle -Kaiko e al. ( 2023 , ch. 2.1.2). The SH coe icien s
a e e ie ed by means o a s anda d leas -squa es pa ame e ad-
jus men based on a Gauss–Ma ko model. The s ochas ic model
is de i ed om p e- i esiduals o p oduc -only noise simula ions.
The e o e, i is composed only o ins umen e o s and does no
con ain modelled empo al aliasing e ec s. The e ie al e o x
= x −x
HIS
cha ac e izing he g a i y e ie al pe o mance o he
conside ed simula ed mission se up is compu ed as di e ence o
he e ie ed SH coe icien s x and he SH coe icien s x
HIS
o he
unde lying ‘ ue’ mean HIS signal o he espec i e pe iod o ime.
In o de o isualize and compa e he global e ie al pe o mance
o se e al scena ios, we compu e he deg ee ampli udes o hei
e ie al e o s c
nm
and s
nm
in uni s o equi alen w a e heigh
(EWH, Wah e al. 1998 ) acco ding o
σ( n ) =
aρe
3 ρw
2 n + 1
1 + k
n
n
m = 0
c
2
nm
+ s
2
nm
, (1)
whe e a is he semimajo axis o he Ea h ellipsoid, ρe
he mean
densi y o Ea h, ρw
he densi y o wa e , k
n
a e he Lo e numbe s
and n and m ep esen he SH deg ee and o de .
De ailed nume ical s udies ha e shown ha he esul ing pe o -
mance scales wi h he e ie al pe iod, espec i el y, he numbe o
unde l ying obse a ions N acco ding o he Gaussian e o p opa-
ga ion ule o
√
N . This does no only hold o p oduc -only e o
cases including sys em measu emen e o s only, bu also o he
ull-noise cases including also empo al aliasing e o s (Pail e al.
2022 ).
4 RESULTS AND MATCH AGAINST
MAGIC REQUIREMENTS
Fig. 1 shows a pe o mance o e iew o he di e en cons ella ion
designs o a eco e y pe iod o 31 d as de ined in Table A1 o
Appendix A. These esul s, which a e mainly based on he 3d H
scena io including ealis ic e o models o he key ins umen s
and idal and non- idal backg ound model e o s ( c . Sec ion 3 ),
clea ly demons a e he supe io pe o mance o Bende double-
pai mission concep s o e all o he po en ial cons ella ions, such
as single-pai inline, SSO, o pendulum a chi ec u es. In case whe e
he esul s include all e o sou ces a e labelled as ‘ ull noise’,
whe eas in case idal and non- idal backg ound model e o s a e
omi ed hey a e labelled as ‘p oduc -only’ solu ions.
A his poin i is o men ion ha ollowing he app oach om
ESA NGGM and MAGIC MRD documen s (Haagmans & Tsaoussi
2020 ), we use in his s udy un il e ed solu ions as a pe o mance
me ic. Any pos -p ocessing op ion would a ec he mission pe -
o mance in a di e en manne (di e en handling o omission and
commission e o , di e en leakage and smoo hing e ec s, di e en
signal dampening e ec s). The e o e, we conside he use o un il-
e ed solu ions as he mos unambiguous s a egy. I is e iden , ha
he di e ence be ween a single- and a double-pai solu ion will be
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
MAGIC expec ed impac on science and applica ions 1291
0 20406080100120
10
-2
10
-1
10
0
10
1
mean HIS signal
in-line single pai (G)
in-line single pai (N)
pend. 15° (G)
pend. 30° (G)
MARVEL 3 sa .
Bende : pol. (G), incl. (N)
Bende : bo h pend. (G/N)
pol. + sun-sync. (G/N)
Bende : incl. low (G/N)
Bende : pol. + incl. low (N/N)
Figu e 1. Deg ee e o ampli udes o 31-d ull-noise solu ions om a ious mission cons ella ions. ‘G’ means ‘Supe S a ’ (GRACE- ype) and N ‘Mic oS a ’
(NGGM/MA GIC- ype) A CC pe o mance. The numbe s ‘15
◦’ and ‘30
◦’ e e o he opening angle o he pendulum o ma ion.
la ges o un il e ed solu ions, because any ype o il e ing will a -
enua e he ad an age o double pai s ega ding hei inc eased spa-
ial and empo al esolu ion and hei in insic imp o ed de-aliasing
capabili ies. Impac s udies based on pos -p ocessed solu ion s we e
pe o med, o example, by Hauk & Wiese ( 2020 ) and Wiese e al.
( 2022 ).
On op o p e iousl y men ioned bene i s o lying in a Bende
cons ella ion, he al i ude emains he main pe o mance d i e . In
addi ion, in a double-pai scena io, he ela i e con ibu ion o he
inclined pai o he o al pe o mance is mo e han 90 pe cen
in he a eas co e ed by bo h pai s (Pail e al. 2022 ; Zhou e al.
2021 ). The e o e, a low al i ude oge he wi h high-pe o mance
ins umen a ion o he inclined pai is absolu ely essen ial (Pail
e al. 2022 ). The Science Suppo S udy in he MAGIC Phase A
has also analysed di e en ISD choices be ween sa elli es o he
same pai . This dis ance ep esen s a comp omise be ween sensi i -
i y (which imp o es wi h a longe dis ance) and spa ial esolu ion
(which deg ades wi h g ea e dis ances). Based on pe o med sim-
ula ions (Pail e al. 2022 ), ISD has an op imum o a dis ance o
200–250 km. Fo his eason, i is ecommended o each pai o ly
wi h in-line o ma ions sepa a ed by 220 km, simila as ealized on
GRACE and GRACE-FO.
The simula ed Le el-2 g a i y solu ions demons a e a p o-
nounced gain using a double pai wi h espec o single pai GRACE-
ype scena ios, as no able in Fig. 2 , showing he imp o emen a ios
wi h espec o single pai . The g ea es imp o emen can be seen
o he ‘LL’ scena io (5d LL, also labelled as ‘Bende : pol. + incl.
low ( N / N )’). This comes as an ou come o he al i ude choice being
he lowes among he ep esen ed a chi ec u es. Abo e SH deg ee
40–50, o mos o he al e na i e scena ios, imp o emen s can go
beyond 10 imes highe han single-pai GRACE- ype con igu a-
ions o high-al i udes scena ios. In he coe icien band a ound SH
deg ee 80, whe e he signal- o-noise a io (SNR) is close o one o
wo-pai cons ella ions, he imp o emen s a e a ound 30 o Ben-
de in-line scena io 3d H compa ed o single-pai GRACE- ype
con igu a ions.
The Le el-2 mission pe o mance o di e en a chi ec u es is
compa ed agains use equi emen s summa ized in he MAGIC
MRD (Haagmans & Tsaoussi 2020 ). Fig. 3 depic s he cumula i e
RMS cu es o mon hly ull-noise solu ions, w hile F ig. 4 o he
p oduc -only solu ions. The p oduc -only case includes he con i-
bu ion o he measu emen sys em e o , which is de ined as he
unce ain y o Le el-2 g a i y ield p oduc s solely esul ing om
sa elli e ins umen inaccu acies and hei coupling e ec s a sa el-
li e (o cons ella ion) le el bu excluding all o he e ec s (e.g. idal,
and non- idal aliasing e o s). The ull-noise case includes he o al
e ec o all e o sou ces, including idal and non- idal aliasing e -
o s. In Figs 3 and 4 , he MAGIC MRD h eshold and a ge Le el-2
ime- a ying g a i y ield p oduc equi emen s a e also plo ed. I
is wo h o no e ha hese equi emen s a e adop ed om he IUGG
epo (Pail e al. 2015 ), wi h he ema k ha his epo s de ines use
needs ha can be ul illed by pos -p ocessed (e.g. il e ed) solu ions.
The IUGG use equi emen s a e pa ially based on simula ions wi h
a he op imis ic assump ions on AO backg ound model e o s, be-
cause only s ochas ic e o s, bu no de e minis ic (signal- ela ed)
e o componen s we e assumed. To ob ain a mo e ealis ic assess-
men o he ul illmen o equi emen s, i would be also necessa y
o il e he solu ions, which would educe he cumula i e e o s.
As de ined abo e, his pape ollows he app oach om Haagmans
& Tsaoussi ( 2020 ) in which he use equi emen s a e answe ed by
mission pe o mance a Le el-2 which gua an ees consis en ace-
abili y o he use needs being as close as possible o he geophysical
signal o in e es , wi h he possibili y o u he sa is ying use needs
ia highe le el pos -p ocessed p oduc s. The e o e, he IUGG use
equi emen s compa ison agains he MAGIC pe o mance can be
conside ed as conse a i e. In Figs 3 and 4 , and in simila compa -
isons in his pape , pos -p ocessing was no applied in o de o a oid
al e a ions in oduced by il e s, which could make he compa ison
di icul o in e p e a e wa ds. The men ioned poin s he e abo e
explain he b each o h eshold equi emen s a low- o-medium SH
deg ees o he ull-noise case in Fig. 3 . The compa ison o he cu-
mula i e e o s wi h he IUGG equi emen s shows ha in o de o
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
1292 I. Da as e al .
10 20 30 40 50 60 70 80 90 100 110 120
0
50
100
150
Bende : pol. (G), incl. (N)
Bende : pol. (N), incl. (N)
Bende : pol. pend. 15° (G/N)
Bende : incl. pend. 15° (G/N)
Bende : bo h pend. 15° (G/N)
pol. + sun-sync (G/N)
Bende : pol. + incl. low (N/N), 5d_LL
Bende : incl. low (G/N), 5d_LH
in-line single pai (G)
in-line single pai (N)
pend. 15° (G)
pend. 30° (G)
Bende : high o bi s (G/N), 5d_H
Bende : high o bi s (N/N), 5d_H
Bende : medium-high o bi s (G/N), 7d_M
Bende : medium-high o bi s (N/N), 7d_M
Figu e 2. Ra io o he cumula i e e o cu e o he GRACE- ype single-pai and o he ull-noise simula ed scena ios o a eco e y pe iod o 31 d. ‘High
o bi s’ and ‘medium-high o bi s’ e e o 5d H and 7d M scena ios, espec i el y. The Bende scena io wi h bo h low al i ude pola and inclined pai s e e o
5d LL, while he double pai wi h low inclined pai consis s o 5d LH. The ‘15’ and ‘30’ numbe s e e o he opening angle o he pendulum o ma ion, he
le
´
e ‘G’ o ‘N’ e e s o he GRACE-like and NGGM-like ACC noise assump ions. Mo e de ails abou o bi scena ios a e a ailable in Appendix A .
20 40 60 80 100 120
10
-3
10
-2
10
-1
10
0
10
1
10
2
10
3
HIS
Bende : pol. (G), incl. (N)
Bende : pol. (N), incl. (N)
Bende : pol. pend. 15° (G/N)
Bende : incl. pend. 15° (G/N)
Bende : bo h pend. 15° (G/N)
pol. + sun-sync (G/N)
Bende : pol. + incl. low (N/N), 5d_LL
Bende : incl. low (N/N), 5d_LH
in-line single pai (G)
in-line single pai (N)
pend. 15° (G)
pend. 30° (G)
Bende : high o bi s (G/N), 5d_H
Bende : high o bi s (N/N), 5d_H
Bende : medium-high o bi s (G/N), 7d_M
Bende : medium-high o bi s (N/N), 7d_M
IUGG Th eshold
IUGG Ta ge
Figu e 3. Cumula i e RMS cu es o he 31-d d/o 120 ull-noise nominal simula ion esul s, compa ed o he IUGG h eshold and a ge equi emen s. Fo
each indi idual scena io, he mean cu e o he cumula i e RMS cu es o wo subsequen 31-d solu ions is shown.
mee h eshold equi emen s and app oach a ge equi emen s, a
double-pai mission is equi ed. The unce ain ies o he single-pai
and pendulum o ma ions a e oo high o mee such equi emen s.
The al i ude u ns ou o ha e a pa icula in luence especially o
he pe o mance a mid- o-high SH deg ees. The scena ios using
he 5d H o bi s (which ha e he highes sa elli e al i udes) pe -
o m poo ly compa ed o 3d H scena ios. The bes pe o mance is
achie ed b y 7d M and 5d LL scena ios, which a e cha ac e ized by
lo w o bi al i udes. P endulum o ma ions do no p o ide a pe o -
mance imp o emen wi h espec o he Bende cons ella ions, and,
mo eo e , he y in oduce a highe sys em complexi y. Bende sce-
na ios u ned ou o enable a ele an leap in pe o mance compa ed
o all o he scena ios and o p o ide mission pe o mance which sa -
is ies he MAGIC MRD equi emen s excep in he low- o-medium
deg ees.
E en i Figs 3 and 4 in oduce aw simula ions, al eady look-
ing a cu en esul s, om a p e-ope a ional s andpoin , cu en
EO-enabled se ices, such as hose o land, clima e, ocean and
eme gency managemen would la gely bene i om imp o ed mass-
change da a as a ailable only om a cons ella ion such as MAGIC
(Masso i e al. 2022 ). Looking a he submon hly solu ions and in
pa icula a 7-d solu ions (Figs 5 and 6 ), i is possible o ind a
simila beha iou wi h espec o he mon hly solu ions. In o de o
scale he mon hly IUGG h esholds and a ge s o sho e e ie al
pe iods, he equi emen s we e scaled using a ac o
s
s
=
31
p
, (2)
whe e
p is he e ie al pe iod in days. In Figs 5 and 6 , o each
scena io, he mean cu e o he cumula i e RMS cu es o nine
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
MAGIC expec ed impac on science and applica ions 1293
20 40 60 80 100 120
10
-3
10
-2
10
-1
10
0
10
1
10
2
10
3
HIS
Bende : pol. (G), incl. (N)
Bende : pol. (N), incl. (N)
Bende : pol. pend. 15° (G/N)
Bende : incl. pend. 15° (G/N)
Bende : bo h pend. 15° (G/N)
pol. + sun-sync (G/N)
Bende : pol. + incl. low (N/N), 5d_LL
Bende : incl. low (N/N), 5d_LH
in-line single pai (G)
in-line single pai (N)
pend. 15° (G)
pend. 30° (G)
Bende : high o bi s (G/N), 5d_H
Bende : high o bi s (N/N), 5d_H
Bende : medium-high o bi s (G/N), 7d_M
Bende : medium-high o bi s (N/N), 7d_M
IUGG Th eshold
IUGG Ta ge
Figu e 4. Cumula i e RMS cu es o he 31-d d/o 120 p oduc -only simula ion esul s, compa ed o he IUGG h eshold and a ge equi emen s. Fo each
indi idual scena io, he mean cu e o he cumula i e RMS cu es o wo subsequen 31-d solu ions is shown.
20 40 60 80 100 120
10
-3
10
-2
10
-1
10
0
10
1
10
2
10
3
HIS
Bende : pol. (G), incl. (N)
Bende : pol. (N), incl. (N)
Bende : pol. pend. 15° (G/N)
Bende : incl. pend. 15° (G/N)
Bende : bo h pend. 15° (G/N)
pol. + sun-sync (G/N)
Bende : pol. + incl. low (N/N), 5d_LL
Bende : incl. low (N/N), 5d_LH
in-line single pai (G)
in-line single pai (N)
pend. 15° (G)
pend. 30° (G)
Bende : high o bi s (G/N), 5d_H
Bende : high o bi s (N/N), 5d_H
Bende : medium-high o bi s (G/N), 7d_M
Bende : medium-high o bi s (N/N), 7d_M
IUGG mon hly Th eshold * sq (31/7)
IUGG mon hly Ta ge * sq (31/7)
Figu e 5. Cumula i e RMS cu es o he 7-d d/o 120 ull-noise simula ion esul s, compa ed o he IUGG h eshold and a ge equi emen s.
subsequen 7-d solu ions is p o ided. All simula ions a e gene -
ally compu ed up o a maximum SH d/o o 120. Ho we e , o
he 7-d single-pai simula ions, a educed d/o o 100 was used
because o he educed g ound- ack co e age which would no al-
low o esol e he coe icien s o la ge SH deg ees. I is e iden
ha GRACE- ype single-pai 7-d Le el-2 solu ions a e domina ed
by noise om SH deg ee 20 onwa ds, whe eas MAGIC scena ios
o , o example, Bende in-line ype ha e an SNR o one a SH
deg ee 70. The educed unce ain y o e ed by he MAGIC con-
s ella ion allows o a wide use o 7-d Le el-2 ime- a ying g a -
i y p oduc s e en wi h less need o pos -p ocessing by means o
il e ing.
5 SCIENCE AND APPLICATIONS
The pu pose o his sec ion is o desc ibe he science impac analyses
o he ele an mission scena ios in di e en ields o applica ions
o he mass-change da a, in pa icula in he ields o hyd ology,
c yosphe e, oceanog aphy, solid Ea h, clima e change and geodesy.
Sus ained g a i y ield obse a ions om space con ibu e sig-
ni ican ly o a numbe o Essen ial Clima e Va iables (ECVs) as de-
ined by he GCOS (Global Clima e Obse ing Sys em) p og amme.
Among such a iables, sa elli e g a ime y is a unique measu emen
echnique which can e ie e global-scale da a on ECVs such as
‘G oundwa e ’ and he newly adop ed ‘Te es ial Wa e S o age
(TWS)’ ( h ps://gcos.wmo.in /en/essen ial- clima e- a iables/ ws ).
Mo e speci ically, sa elli e g a ime y can p o ide da a se ices
o he ECV p oduc s ‘G oundwa e s o age change’ and ‘TWS
anomalies’.
5.1 Hy d ology
One o he mos common applica ions o sa elli e g a ime y is
he analysis o ime-se ies o wa e s o age a ia ions in hyd o-
logical uni s such as i e basins o aqui e s. These da a p o ide
undamen al in o ma ion on he s a us o wa e esou ces, on p e-
condi ions and e ec s o hyd ological e x emes. Mo eo e , such
da a p o ide a aluable inpu o he closu e o he wa e balance
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
1294 I. Da as e al .
20 40 60 80 100 120
10
-3
10
-2
10
-1
10
0
10
1
10
2
10
3
HIS
Bende : pol. (G), incl. (N)
Bende : pol. (N), incl. (N)
Bende : pol. pend. 15° (G/N)
Bende : incl. pend. 15° (G/N)
Bende : bo h pend. 15° (G/N)
pol. + sun-sync (G/N)
Bende : pol. + incl. low (N/N), 5d_LL
Bende : incl. low (N/N), 5d_LH
in-line single pai (G)
in-line single pai (N)
pend. 15° (G)
pend. 30° (G)
Bende : high o bi s (G/N), 5d_H
Bende : high o bi s (N/N), 5d_H
Bende : medium-high o bi s (G/N), 7d_M
Bende : medium-high o bi s (N/N), 7d_M
IUGG mon hly Th eshold * sq (31/7)
IUGG mon hly Ta ge * sq (31/7)
Figu e 6. Cumula i e RMS cu es o he 7-d d/o 120 p oduc -only simula ion esul s, compa ed o he IUGG h eshold and a ge equi emen s.
ow a ds a comp ehensi e unde s anding o hyd olo gical sys ems
in esponse o clima ic, en i onmen al and an h opogenic changes.
In spi e o he unp eceden ed insigh s in o hyd ological dynamics
ha a e achie ed wi h GRACE and GRACE-FO, an e en mo e
widesp ead use o mass-change da a in wa e cycle s udies and wa-
e esou ces assessmen s is impeded by hei low esolu ion. Fo
man y w a e managemen applica ions, o ins ance, he alue o
wa e s o age in o ma ion ends o inc ease wi h i s highe spa ial
esolu ion and, hus, a be e ma ch wi h he size o he wa e man-
agemen uni s o in e es , such as ca chmen s o aqui e s can be
eached.
To assess he bene i o MAGIC, 7-d simula ion ou pu s o he
scena ios 3d H, 5d Ma and 5d Mb (lis ed in Appendix A ), we e
compa ed o he esul s o a GRACE-like single-pai mission.
Basin-a e age ime-se ies o EWH o 52 weeks we e de i ed o
405 indi idual i e basins de ined b y he Global Runo Da a Cen-
e (GRDC 2020 ), ep esen ing he la ges i e basins wo ldwide.
The empo al oo -mean-squa e de ia ion (RMSD) be ween he e -
e ence signal (ESA ESM HI om Dobslaw e al. 2015 ) and he
simula ion ime-se ies was compu ed o each i e basin o assess
he accu acy o he simula ion esul s. Following he MRD a ge
and h eshold alues o en isaged unce ain ies a speci ic spa ial
esolu ions (Haagmans & Tsaoussi 2020 ), ha is, 400 and 260 km
o he mon hly imescale in he hema ic ield o hyd ology, he
SH expansions we e unca ed a he deg ee co esponding o he
desi ed spa ial esolu ion, ha is, N = 50 o 400 km and N = 77 o
260 km. The co esponding h eshold unce ain ies we e de i ed
om he mon hl y alues b y e o p opaga ion ollowing eq. ( 2 ).
This esul ed in h esholds o 1.05 cm EWH o 400 km and 10.1 cm
EWH o 260 km. In co espondence wi h chap e 4 , un il e ed so-
lu ions a e used o a oid he conclusions o depend on he choice
o a speci ic il e . Ho we e , i should be no ed ha unce ain ies o
pos -p ocessed g a i y ield models o be la e used o hyd ological
applica ions will be much smalle .
Fig. 7 shows he spa ial dis ibu ion o RMSD alues o all
405 i e basins o he (a) GRACE-like mission and he MAGIC
scena ios (b) 3d H, (c) 5d MA and (d) 5d Mb. The imp o emen
achie ed b y he MAGIC cons ella ion is s ongl y isible. While
he GRACE-like mission has maximum di e ences o mo e han
70 cm EWH o indi idual i e basins and a global a ea-weigh ed
mean o 10 cm EWH, he MAGIC scena ios ha e maximum al-
ues in he ange o 4–6 cm wi h a ea-weigh ed means o below
2 cm. Fu he mo e, he di e en e o cha ac e is ics o he o bi
cons ella ions become e iden . The 5d Ma (i.e. a lowe inclina ion
o he inclined pai compa ed o 3d H) and he 5d Mb (i.e. a lowe
inclina ion o he pola pai ) scena ios appea a ou ab le o appli-
ca ions in con inen al hyd ology in lowe o mid-la i udes, as hey
show smalle esidual on la ge pa s o he con inen s, while he
3d H scena io pe o ms a ou ab ly in highe la i udes and pola
egions.
A summa y o he basin-a e age RMSD alues is p esen ed in
he sca e plo in Fig. 8 ( op), in which he RMSD o each o
he 405 i e basins is plo ed agains he basin size. Ho izon al
lines ep esen he MRD h eshold unce ain y (1.05 cm EWH o
400 km esolu ion) and wo addi ional h esholds (2.5 and 3.5 cm
EWH). The e ical blue line ep esen s he size o a sphe ical cap
wi h 400 km diame e (abou 125 600 km
2
) o oughly indica e he
size o a i e basin a his spa ial esolu ion. I should be no ed
ha his is only a ough app oxima ion as i e basins may la gely
de ia e om a sphe ical shape. Signals o i e basins below his
size a e di icul o isola e om he su oundings. I can be seen ha
he unce ain y equi emen o he MRD can ha dly be ul illed by
he un il e ed 7-d solu ions o any o he i e basins, including he
la ges ones. Ho we e , his is no su p ising as he MRD h esholds
we e in oduced o pos -p ocessed solu ions. Ne e heless, also his
sca e plo again s esses he s ong imp o emen o MAGIC o e a
single-pai mission. Fig. 8 (bo om) shows he a io o he RMSD o
he la e compa ed o he MAGIC 3d H scena io, wi h a ios la ge
han 20 especially o e y small i e basins. Fo basins a ound
an ex en o 400 km, ha is, deg ee N = 50, he imp o emen by
MAGIC is be ween 5 o 15 imes. Only o e y la ge i e basins, in
which he addi ional smoo hing imposed by calcula ing he basin-
a e age educes mos o he noise in bo h GRACE-like and MAGIC
scena ios, he a io ge s smalle .
Fo highe spa ial esolu ions han 260 km (i.e. unca ion a
deg ee N = 77), he h eshold unce ain ies p o ided in he MRD
appea o be mo e elaxed, as hey can be eached by all he MAGIC
scena ios o mos i e basins (no shown). The only excep ions a e
basins wi h an a ea smalle han he one co esponding o a sphe i-
cal cap o 260 km diame e , which a e likely below he achie able
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
MAGIC expec ed impac on science and applica ions 1295
Figu e 7. Tempo al RMSD o basin-a e age wa e s o age a ia ions o 7-d simula ion ou pu (a: GRACE-like scena io, b: MAGIC 3d H, c: MAGIC 5d Ma
and d: MAGIC 5d Mb) ela i e o he ESM HIS e e ence signal, unca ed a deg ee N = 50 (i.e. 400 km spa ial esolu ion) o 405 GRDC basins.
spa ial scale. A summa y o he s a is ics o bo h spa ial esolu ions
(400 and 260 km) is p o ided in Table 1 . The h eshold accu acy
cu en l y gi en in he MRD o hyd olo gical applica ions a a com-
pa a i el y high spa ial esolu ion (10.1 cm EWH a N = 77) can
be ul illed by MAGIC 3d H (and simila ly by 5d Ma and 5d Mb)
o mo e han 90 pe cen o he 405 majo i e basins wo ldwide
when conside ing un il e ed solu ions. E en highe accu acies ha
may be equi ed o se e al hyd ological applica ions can be me in
a la ge numbe o basins (Table 1 , igh columns). In con as , he
cu en MRD a he lowe spa ial esolu ion o 400 km canno be
me by MAGIC o any i e basin. Howe e , elaxing his h eshold
o 2.5 o 3.5 cm EWH, which can be expec ed o be s ill accep able
o many hyd ological applica ions, will allow o esol ing TWS
a ia ions in 67 and 90 pe cen o he in es iga ed i e basins, e-
spec i el y ( c . Table 1 ). Wi h a GRACE-like mission his would no
be possible, as e en o hese mo e elaxed numbe s he RMSD o
almos none o he basins s ays below he h esholds. Fu he mo e,
accu ac y e xpec a ions o pos -p ocessed g a i y ield solu ions a e
much highe , he e o e he numbe s lis ed abo e should be ega ded
as a ela i e pe o mance imp o emen and no as he inal un-
ce ain ies achie ab le wi h a doub le-pai mission o hyd ological
applica ions.
5.2 C yosphe e
The launch o GRACE in 2002 p o ided a b eak h ough in ou un-
de s anding o he glacia ed egions. Fo he i s ime, mass changes
o he ice shee s and glacie s could be measu ed di ec ly, which e-
ealed an imbalance o bo h ice shee s and all o he majo glacie
sys ems (e.g. IMBIE 2020 , 2018 ; Ci ac
`
ıe al. 2020 ; Wou e s e al.
2019 ) and p o ide an in aluable da a se o calib a ion and ali-
da ion o ice shee models (e.g. Fe weis al. 2020 ; Schlegel e al.
2016 ). Despi e he majo ad ances, he e emains a s ong demand
o u u e imp o emen s, o allow a ibu ion o mass signals o indi-
idual glacie s and d ainage sys ems, educe signal con amina ion
b y hyd olo gical and oceano g aphic mass a ia ions, and imp o e
he esolu ion and accu acy o da a combina ion app oaches (e.g.
wi h al ime y, GNSS and o he complimen a y da a, Pail e al.
2015 ). A u u e mission should he e o e no only con inue he
cu en ime-se ies, especially ele an o he ice shee s whe e an
in e play o sho and mul idecadal o cen ennial imescales is a
play, bu also p o ide an inc eased spa ial esolu ion a inc eased
accu acy. Al hough he GRA CE/GRA CE-FO missions p o ide us
wi h a clea pic u e o he cu en imbalance o he ice shee s as
whole and hei majo sub egions, many o he ele an p ocesses
causing his imbalance ha e spa ial scales which emain un esol ed
in he cu en space-bo ne g a ime ic obse a ions. On G eenland
(G IS), mass loss occu s p edominan ly a ound he ma gins o he
ice shee s. In his abla ion zone, uno o summe mel wa e ex-
ceeds snow accumula ion, which is coun e ac ed by a ne mass
gain in he in e io accumula ion zone. The dominan p ocesses in
hese wo zones a e e y di e en om a physical poin o iew
(No
¨
el e al. 2019 ). In An a c ica (AIS), he limi ed spa ial eso-
lu ion p ecludes us o p ope ly sepa a e he mass changes on he
eas e n and wes e n sides o he wa ming An a c ic Peninsula, and
o indi idual glacie sys ems in he apidly changing Amundsen Sea
Embaymen .
He e, we assess he pe o mance in mass-change applica ions
ela ed o he c yosphe e o di e en mission con igu a ions, ha is,
he one single GRACE- ype pai scena io, and h ee Bende double-
pai scena io wi h a ying al i udes and inclina ions o he pola
and inclined pai (3d H, 5d Ma and 5d Mb). We ocus on he ice
shee s o G IS and AIS, which we e each subdi ided in o smalle
egions, based on ice p ominence, low di ec ion o he ice, and
clima ological se ings. Fo AIS, he basin de ini ion o Zwally e al.
( 2012 ), was used, di iding he ice shee in o 27 egions. Fo G IS, six
egions we e de ined based on Sasgen e al. ( 2012 ). In G IS, hese
egions we e u he subdi ided in o he abla ion and accumula ion
zone (app oxima ed using he 2000-m ele a ion con ou ), yielding
18 egions in o al. In AIS, su ace mel con ibu es minimally o
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
1296 I. Da as e al .
Figu e 8. Top: sca e plo o RMSD o basin a e ages o wa e s o age
a ia ions o 405 GRDC i e basins unca ed a N = 50 plo ed agains
basin size. Blue ho izon al lines indica e di e en unce ain y h esholds
o 1.05 cm (i.e. he MRD h eshold equi emen ), 2.5 and 3.5 cm EWH.
The e ical blue line ep esen s he a ea o a sphe ical cap wi h 400 km
diame e . Bo om: a io o he RMSD o a GRACE-like cons ella ion e sus
he RMSD o MAGIC 3d H cons ella ion o each i e basin.
mass changes, hence, a simila subdi ision o he egions w as no
made o his ice shee .
To e ie e he mass a ia ions o he ice shee s and hei
(sub) egions, wo app oaches we e used. Fi s o all, he me hod
o Wou e s e al. ( 2008 ), in which he SH a e ans o med o su ace
mass loading anomalies. Subsequen ly, modelled mass anomalies
in he (sub) egions a e adjus ed i e a i el y, un il con e gence is
eached wi h he inpu mass anomalies om he simula ion. Sec-
ondly, he mascon app oach o Ran e al. ( 2018 ) syn hesizes g a i y
dis u bances a p e-de ined poin s posi ioned a a speci ic sa el-
li e al i ude, which a e hen con e ed in o localized mass anoma-
lies h ough a linea unc ional model which uses he a iance–
co a iance ma ix in i s weigh ing. Since bo h me hods yielded
compa able esul s, i was decided o p oceed wi h he me hod o
Wou e s e al. ( 2008 ) o compu a ional e iciency.
To assess he pe o mance o he di e en mission con igu a-
ions, he ime-se ies o mass a ia ions e ie ed om he simu-
la ions we e compa ed o he u h signal, e ie ed om he HIS
model om Dobslaw e al. ( 2015 , i.e. wi hou he noise componen ,
p o ided up o deg ee/o de 180). Time-se ies o all basins we e
plo ed o a quali a i e assessmen . Fo a quan i a i e analysis, he
oo -mean-squa e e o was compu ed based on he di e ence be-
ween he simula ed and u h ime-se ies and compa ed o he ele-
an h eshold and a ge use equi emen s in he MRD (Haagmans
& Tsaoussi 2020 ). As o he hyd ology case s udy (Sec ion 5.1 ), he
weekly, un il e ed SH expansions we e unca ed a he app op ia e
deg ees N and he mon hly h eshold (5.5 and 50 cm EWH a 250
and 150 km, espec i el y) and a ge unce ain ies (0.55 and 5 cm
EWH a 250 and 150 km, espec i el y) we e scaled using eq. ( 2 ).
This esul s in h eshold(/ a ge ) alues o 11.6(/1.2) cm EWH a
250 km esolu ion ( N = 80), and 105(/10.5) cm a 150 km esolu-
ion. Fo he la e , we use he maximum p o ided deg ee o N = 120
o he MAGIC-scena ios and N = 100 o he single GRACE- ype
pai scena io.
Figs 9 and 10 , and Table 2 summa ize he pe o mance o he ou
con igu a ions wi h espec o he h eshold and a ge c i e ia o a
spa ial esolu ion o 250 km, a mon hly imescales. Mos no able is
he imp o ed pe o mance o he Bende cons ella ions wi h espec
o a single-pai mission in he lowe la i ude basins o he wo ice
shee s, a consequence o he addi ion o he inclined pai . Fo con-
igu a ion 5d Mb, he h eshold is me o 40 ou o he 45 basins. As
can be seen in Fig. 10 , basins no passing he h eshold o his con-
igu a ion gene ally ha e a eas smalle han app oxima ely 62 500
(250 ×250) km
2
. On G IS, he h eshold is me o all basins, excep
o he accumula ion zone o he no he nmos egion 1, whe e he
RMSD is jus 1 mm abo e he h eshold. In AIS, he basins exceed-
ing he h eshold a e all loca ed on he Peninsula (basins 24–27).
Fo he 5d Ma and 3d H con igu a ions, he h eshold is exceeded
o la ge basins, a app oxima ely 200 000 km
2
. The 3d H con ig-
u a ion pe o ms sligh ly be e han 5d Ma, wi h basins 32 and 29
passing he c i e ion, espec i el y. S ill, bo h ou pe o m a single-
pai GRACE-like con igu a ion (20 basins), al hough bo h hese
con igu a ions esul in an inc eased RMSD in he lowe ele a ion
zones o he no he nmos basins o G IS (1, 2 and 6), compa ed o
he single-pai esul s (Fig. 9 ). This is a consequence o an a i ac
a he ansi ion zone be ween he wo pai s o he cons ella ion
cases caused by non-op imal g a i y ield eco e y p ocessing, and
is a subjec o u u e in es iga ions. The e ec is ela ed o he ac
ha in he ansi ion zone, going om lowe o highe la i udes,
he da a densi y a ±70
◦la i ude is changing ab up ly om a dense
g ound- ack sampling o he cons ella ion o a lowe g ound- ack
sampling o he pola pai . Toge he wi h di e en noise assump ions
o he pola and he inclined pai , his can cause nume ical issues
in he ansi ion zone. S a egies and al e na i e ela i e weigh ing
schemes a e cu en ly in es iga ed o sol e his issue (Pail e al.
2022 ). When conside ing he a ge c i e ion, e y ew basins pass,
none o hem loca ed on G IS. Again, he 5d Mb con igu a ion
pe o ms bes , bu e en he e only 5 ou o 45 basins mee he
equi emen s.
When conside ing a highe spa ial esolu ion o ∼150 km (max-
imum deg ee/o de 120), he RMSD inc eases o all basins o he
5d Ma cons ella ion, indica ing ha he highe coe icien s ca y
li le signal in o ma ion. Fo he 5d Mb and 3d H scena ios, a e-
duc ion o up o 40 pe cen RMSD is obse ed in se e al basins (AIS
basins 1, 3, 8, 9, 17, 24, 25 and 26, and he G IS lowe ele a ion basin
6). When conside ing he bulk basin s a is ics, simila conclusions
hold as o he 250 km esolu ion. Again, he 5d Mb con igu a ion
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
MAGIC expec ed impac on science and applica ions 1303
Figu e 15. Spec al-domain compa ison o he ea hquake signals wi h e ie al e o s in wo selec ed scena ios (GRACE-like pola only and MAGIC Bende
3d H). Top: EWH and bo om: i s adial de i a i e o he dis u bing po en ial ( T
). The spec a in bo h panels a e e xp essed in RMS pe SH de g ee, cumula i e,
a nominal g ound le el ( = a
WGS 84
).
due o a coseismic signal, o due o a slow aul slip, and he g a i y
signal gene a ed ei he in sho ime, o de eloping a end dis-
ibu ed o e ime. The noise cu e o a yea ly ime esolu ion has
a deg ee a iance ha is smalle by a ac o o 2/100 compa ed o
a weekly ime esolu ion, lowe ing he smalles obse able seismic
momen by he ac o 0.14 (squa e oo o 2/100), which ansla es
in o a momen magni ude educ ion o 0.57 due o he di e ence in
momen magni ude being 2/3 ·log
10
(0.14) (Wells & Coppe smi h
1994 ). This is because he deg ee a iance o he g a i y signal
scales wi h he squa e o he seismic momen . Compa ing single-
and double-pai con igu a ions wi h weekly solu ions shows ha he
double pai signi ican ly lowe s he de ec able momen magni ude
om M 8.8 o M 8.0, and inc eases he highes obse able deg ee
up o abou 60 (333 km esolu ion). Gi en a ce ain ea hquake
magni ude, he highes obse able deg ee is de ined by he SNR
being equal o one o highe . The highes esol able deg ee o
he ea hquake depends on i s magni ude: ixing he eques ed
spa ial esolu ion o an ea hquake o 333 km a weekly sam-
pling, which co esponds o deg ee 60, he Bende con igu a-
ion equi es he magni ude o be M 8.0, whe eas he GRACE-
like con igu a ion equi es he magni ude o be M 9.2. Lowe -
ing he ime esolu ion o 1 y , he Bende con igu a ion would
de ec ea hquakes wi h magni ude M 7.4 upwa ds, a a spa ial
esolu ion o 333 km (deg ee 60). A highe deg ees o his
magni ude, he noise is expec ed o be la ge han he ea h-
quake signal. Undoub edly, he MAGIC con igu a ion will b ing
a de ini i e imp o emen compa ed o he p esen obse a ion
echnology.
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
1304 I. Da as e al .
Figu e 16. Top: s anda d de ia ion o GRACE-like (le ) and MAGIC ( igh ) TWS ampli ude change o annual cycle o e 30 y . Bo om: de ec abili y o
ampli ude change: colou ed pixels deno e whe e p ojec ed ampli ude change exceeds he magni ude o he accu acy.
5.5 Clima e change
Some heo ies sugges ha clima e change migh lead o an ‘in en-
si ica ion’ o he global wa e cycle esul ing in, o example, an
inc ease in he annual ampli ude o wa e s o age change (Hun -
ing on 2006 ), and/o ha clima e-induced changes in a mosphe ic
ci cula ion pa e ns a ec he phase o annual peaks (Dunning e al.
2018 ). Jensen e al. ( 2020 ) in es iga ed he de ec abili y o ne TWS
changes in he annual wa e cycle using sa elli e g a ime y. A sa el-
li e mission able o obse e and quan i y hese changes would be
bene icial in wo ways: (i) sa elli e g a i y could be used as ool
o p oo (o alsi y) he pos ula e o an in ensi ica ion o he wa-
e cycle in di e en egions o he wo ld, and (2) he da a could
se e o alida e whe he clima e models co ec ly simula e such
changes. Jensen e al. ( 2020 ) compu ed p ojec ed changes in am-
pli ude ( ig. 7 a o Jensen e al. 2020 ) and phase ( ig. 8 a o Jensen
e al. 2020 ) de i ed om an ensemble o global clima e models
aking pa in he CMIP6 model in e compa ison p ojec (Ey ing
e al. 2016 ).
To analyse he de ec abili y o hese p ojec ed changes o he
annual cycle by cu en o u u e sa elli e g a ime y missions, hey
we e compa ed o he achie able accu acies o hese quan i ies om
he GRACE-like and he MAGIC 3d H simula ion ou pu ollowing
he me hodology used in Jensen e al. ( 2020 ). To his end, he g id-
wise RMSD alues o he simula ed 7-d empo al esiduals we e
e o p opaga ed o de i e s anda d de ia ions o ampli ude/phase
change a e 30 y . Fo he ampli ude change, hese s anda d de-
ia ions a e shown in Fig. 16 ( op) o he GRACE-like (le ) and
o he MAGIC ( igh ) scena ios. He e, VADER il e ed solu ions
(Ho a h e al. 2018 ) a e used applying a ela i el y weak il e ( α=
10), as he un il e ed simula ion ou pu ha was used in he abo e
chap e s is no sui able o he de ec ion o hese small changes.
The p ojec ed ampli ude changes ( om Jensen e al. 2020 ) a e now
challenged agains hese unce ain ies and colou ed pixels in Fig. 16
(bo om) deno e egions whe e he p ojec ed ampli ude change ex-
ceeds he magni ude o he unce ain y. While, acco ding o he
simula ions a hand, a GRACE-like scena io can only de ec he
an icipa ed ampli ude changes in 36 pe cen o he land a ea a e
30 y o obse a ion, MAGIC-like scena io would be able o iden-
i y such changes in 64 pe cen o he land a ea. Rega ding changes
in he annual phase, a de ec abili y o a 30-y phase change om
he single-pai scena io can be iden i ied in 30 pe cen o he land
a ea and a signi ican inc ease o his po ion (56 pe cen o land
a ea) o he MAGIC scena io.
6 CONCLUSIONS AND
RECOMMENDATIONS
The in es iga ions p esen ed in his pape ha e demons a ed he su-
pe io pe o mance o Bende double-pai in-line mission concep s
o e o he po en ial cons ella ion a chi ec u es, such as single-pai
inline, SSO, o pendulum. As o all g a i y missions, he al i ude
emains he main pe o mance d i e . In case o MAGIC, a low
al i ude oge he wi h a high-pe o mance ins umen a ion o he in-
clined pai was shown o be c ucial in sa is ying he use needs. The
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
MAGIC expec ed impac on science and applica ions 1305
compa ison o he cumula i e e o s wi h he IUGG use equi e-
men s once again con i med ha o mee h eshold equi emen s
and app oach a ge equi emen s, a Bende double-pai mission is
equi ed. The educed unce ain y o e ed by he MAGIC cons el-
la ion allows o a wide use o 7-d Le el-2 ime- a ying g a i y
p oduc s e en wi h less need o pos -p ocessing by means o il e -
ing.
An in e compa ison o MAGIC and GRACE- ype scena ios was
pe o med by means o Le el-2 syn he ic p oduc s, consis en wi h
he app oach on answe ing use equi emen s and o wa d-looking
o a u u e mass-change p oduc wi h less need o pos -p ocessing.
The analyses o MAGIC scena ios o di e en applica ion a eas in
he ield o geosciences con i med ha he double-pai con igu a ion
will signi ican ly enla ge he numbe o obse able mass-change
phenomena by esol ing smalle spa ial scales wi h su icien accu-
acy. In his way, also hi he o indisce nible Ea h sys em p ocesses
can be un a elled and quan i ied wi h he MAGIC cons ella ion.
Fo hyd ological applica ions, he MAGIC cons ella ion will p o-
ide a signi ican added alue because he numbe o hyd ological
uni s such as i e basins o aqui e s ha can be analysed o wa e
s o age a ia ions wi h ce ain accu acy equi emen s will ma kedly
inc ease compa ed o a GRACE-like mission. Fo un il e ed solu-
ions, he h eshold accu acy o 10.1 cm EWH gi en in he cu en
MRD a high spa ial esolu ion (260 km) can be ul illed by he
analysed double-pai scena ios o mo e han 90 pe cen o he
i e basins wo ldwide, whe eas a he lowe spa ial esolu ion o
400 km, he MRD h eshold accu acy may need o be elaxed o 2.5
o 3.5 cm EWH o esol e TWS a ia ions in 67 and 90 pe cen o
he in es iga ed i e basins, espec i el y.
The p oposed MAGIC double-pai con igu a ions will signi i-
can ly imp o e ou abili y o moni o mass displacemen s on he
ice shee s compa ed o wha is cu en ly possible. Fo example, ou
esul s show ha i should become easible o sepa a e mass-change
signals in he in e io o G IS om hose in he coas al zones, and
esol e small-scale mass a ia ions in challenging egions such as
he AIS Peninsula. The 5d Mb con igu a ion shows he bes pe -
o mance o he c yosphe e applica ions e alua ed he e, wi h he
la ges numbe o egions o G IS and AIS passing he h eshold
and a ge c i e ia o he cu en MRD.
Fo oceanog aphy, he ob ained esul s also con i med ha he
MAGIC double-pai con igu a ions p oduce a g ea imp o emen in
ocean bo om p essu e de e mina ion o e a single pai GRACE-like
con igu a ion. By ex ending o SH deg ees ha pe mi clea physical
in e p e a ion up o be ween deg ee 50 and abou 80, depending
on he signal, he e is he po en ial o moni o MOC changes on
imescales o yea s and decades. Fo he Ca ibbean Sea example
analysed he e, i is shown ha hi he o ba ely de ec able signals
o abou 1 cm EWH RMS a iabili y become de ec able and wi h
op imiza ion o me hods, he MAGIC con igu a ion is expec ed o
be able o explain 80–90 pe cen o i s a iance.
Compa ing weekly solu ions o single- and double-pai con ig-
u a ions, i was shown ha MAGIC will signi ican ly lowe he
de ec able ea hquake momen magni ude om M 8.8 o M 8.0,
and inc ease he highes obse able deg ee up o abou 60 (333 km
esolu ion). Lowe ing he ime esolu ion o 1 y , he Bende con-
s ella ion would be able o de ec ea hquakes wi h magni ude M 7.4
upwa ds, a he same spa ial esolu ion o 333 km.
Unde he clima e change hema ic ield, a GRACE-like mission
can only de ec he an icipa ed ampli ude changes in 36 pe cen o
he land a ea a e 30 y o obse a ion. MAGIC u ned ou be able
o iden i y such changes in 64 pe cen o he land a ea. Fo changes
in he annual phase, a de ec abili y o a 30-y phase change om he
single-pai scena io can be again iden i ied in only 30 pe cen o
he land a ea, while MAGIC enables a de ec abili y o e 56 pe cen
o land a ea.
These p omising esul s in a ious applica ions ields demon-
s a e, ha MAGIC will ha e g ea po en ial o li mass anspo
moni o ing om space o a nex le el. As al eady men ioned in In-
oduc ion, one o he main goals o MAGIC will be o p o ide also
sho - e m ( as - ack) p oduc s wi h sho la ency o ope a ional
se ice applica ions, such as d ough and lood moni o ing and p e-
dic ion, and wa e managemen . The expec ed impac o MAGIC
in his domain is cu en ly being in es iga ed and quan i ied, and
ela ed impac s udies will be pa o u u e wo k.
ACKNOWLEDGMENTS
This main wo k p esen ed in his pape was pe o med in he
amewo k o he p ojec ‘NGGM/MAGIC—SCIENCE SUP-
PORT STUDY DURING PHASE A’, ESA-ESTEC, Con ac
4000134613/21/NL/FF/ab unded by he Eu opean Space Agency.
The au ho s would like o hank he membe s o he conso ium
s udy o hei con ibu ion.
DATA AVAILABILITY
The Le el-2 g a i y ield simula ed da a used in his publica ion
a e eely a ailable on he In e na ional Cen e o Global Ea h
Models (ICGEM) websi e: h p://icgem.g z-po sdam.de/sl/simula
ed, and shall be ci ed as Da as e al. ( 2023 ). The epo s and
simula ions’ esul s o he acknowledged p ojec a e eely a ailable
on he ollowing websi e: h ps://www.asg.ed . um.d e/en/iapg/magi
c/ .
REFERENCES
Ab ykoso , P. , Sulzbach, R., Pail, R., Dobslaw, H. & Thomas, M., 2021.
T ea men o ocean ide backg ound model e o s in he con ex o
GRA CE/GRA CE-FO da a p ocessing, Geophys. J. In ., 228 (3), 1850–
1865.
Ab ykoso , P. , Mu b
¨
ock, M., Hauk, M., Pail, R. & Flech ne , F., 2022. Da a-
d i en mul i-s ep sel -de-aliasing app oach o GRACE and GRACE-FO
da a p ocessing, Geophys. J. In ., 232 (2), 1006–1030.
Ba bo , S. , Hamiel, Y. & Fialko, Y., 2008. Space geode ic in es iga ion o
he coseismic and pos seismic de o ma ion due o he 2003 Mw 7.2 Al ai
ea hquake: Implica ions o he local li hosphe ic heology, J. geophys.
Res., 113, B03403 , doi:10.1029/2007JB005063.
Bende , P. , Wiese, D. & Ne em, R., 2008. A possible dual-g ace mission wi h
90 deg ee and 63 deg ee inclina ion o bi s, in P oceedings o he 3 d In-
e na ional Symposium on Fo ma ion Fl ying , Missions and Technologies,
pp. 1–6, ESA/ESTEC, Noo dwijk, The Ne he lands.
Cazena e , A. e al. , 2019. Obse a ional equi emen s o long- e m moni-
o ing o he global mean sea le el and i s componen s o e he Al ime y
E a, F on . Ma . Sci., 6, 582 , doi:10.3389/ ma s.2019.00582.
Ci ac
`
ı, E. , Velicogna, I. & Swenson, S., 2020. Con inui y o he mass
loss o he wo ld’s glacie s and ice caps om he GRACE and
GRA CE Follo w-On missions, Geophys. Res. Le ., 47, e2019GL086926 ,
doi:10.1029/2019GL086926.
C o eau , M.J. , Ne em, R.S., Loomis, B.D. & Sabaka, T.J., 2020. De elop-
men o a daily GRACE mascon solu ion o e es ial wa e s o age, J.
geophys. Res.: Solid Ea h, 125 (3) , doi:10.1029/2019jb018468.
Chao , B.F. & Liau, J.R., 2019. G a i y changes due o la ge ea hquakes de-
ec ed in GRACE sa elli e da a ia empi ical o hogonal unc ion analysis,
J. geophys. Res.: Solid Ea h, 124, 3024–3035.
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
1306 I. Da as e al .
Da as , I. , Pail, R., Mu b
¨
ock, M. & Yi, W. , 2015. G a i y ield p ocessing
wi h enhanced nume ical p ecision o LL-SST missions, J. Geod., 89 (2),
99–110.
Da as , I. , 2016. G a i y ield p ocessing owa ds u u e LL-SST sa elli e
missions, Deu sc he Geod
¨
a isc he Kommission de Baye ischen Akademie
de Wissenscha en, ed. ,Reihe, C., pp. 23–39, Disse a ionen, He .
Decadal Su e y , 2017. Th i ing on ou Changing Plane —Decadal Su ey
o Ea h Science and Applica ions om Space, The Na ional Academies
o Sciences, Enginee ing, Medicine , doi:10.17226/24938.
de Vi on , O. , Pane , I., Mikhailo , V. , Van Camp, M. & Diamen , M., 2008.
Re ie ing ea hquake signa u e in g ace g a i y solu ions, Geophys. J.
In ., 174 (1), 14–20.
Da as , I. e al. , 2023. Le el-2a simula ed g a i y ield solu ions o
ESA’s science suppo s udy o Mass change And Geosciences In e -
na ional Cons ella ion (MAGIC) Phase A., V. 1.0, GFZ Da a Se . ,
doi:10.5880/icgem.2023.005.
Delman , A. & Lande e , F., 2022. Downscaling sa elli e-based es ima es o
ocean bo om p essu e o acking deep ocean mass anspo , Remo e
Sens., 14, 1764 , doi:10.3390/ s14071764.
Dobslaw , H. , Be gmann-Wol , I., Dill, R., Fo oo an, E., Klemann, V. ,
Kusche, J. & Sasgen, I., 2015. The upda ed ESA Ea h Sys em Model
o u u e g a i y mission simula ion s udies, J. Geod., 89 (5), 505–513.
Dobslaw , H. , Be gmann-Wol , I., Fo oo an, E., Dahle, C., May e -G
¨
u , T.,
Kusche, J. & Flech ne , F., 2016. Modeling o p esen -day a mosphe e and
ocean non- idal de-aliasing e o s o u u e g a i y mission simula ions,
J. Geod., 90 (5), 423–436.
D inkwa e , M.R. , Flobe ghagen, R., Haagmans, R., Muzi, D. & Popescu,
A., 2003. GOCE:ESA’s i s Ea h Explo e Co e mission, Ea h G a i y
F ield om Space –F om Senso s o Ea h Sciences, Space Sciences Se ies
o ISSI, Vo l. 17, pp. 419–432, eds ,Beu le , G., ,D inkwa e , M.R., ,Rum-
mel, R.& & , on S eige , R., Kluwe Academic Publishe s, Do d ech ,
The Ne he lands.
Dunning , C.M. , Black, E. & Allan, R.P., 2018. La e we seasons wi h mo e
in ense ain all o e A ica unde u u e clima e change, J. Clim., 31,
9719–9738.
Ellio , J. , Wal e s, R. & W igh , T., 2016. The ole o space-based obse a-
ion in unde s anding and esponding o ac i e ec onics and ea hquakes,
Na . Commun ., 7, 13844 , doi:10.1038/ncomms13844.
Elsaka , B. , e al. , 2013. Compa ing se en candida e mission con igu a ions
o empo al g a i y ield e ie al h ough ull-scale nume ical simula-
ion, J. Geod., 88, 31–43.
Ey ing , V. , Bony, S., Meehl, G.A., Senio , C.A., S e ens, B., S ou e , R.J.
& Taylo , K.E., 2016. O e iew o he Coupled Model In e compa ison
P ojec Phase 6 (CMIP6) expe imen al design and o ganiza ion, Geosci.
Model De elop., 9 (5), 1937–1958.
& Thomas, G. , 2006. E idence o in ensi ica ion o he global wa e cycle:
Re ie w and syn hesis, J. Hyd ol., 319 (1), 83–95.
Lande e , F. W. e al. , 2020. Ex ending he Global Mass Change Da a Reco d:
GRA CE Follo w-On ins umen and science da a pe o mance, Geophys.
Res. Le ., 47 (12) , doi:10.1029/2020GL088306.
Elipo , S. , F ajka-Williams, E., Hughes, C.W. & Willis, J., 2014. The ob-
se ed No h A lan ic Me idional O e u ning Ci cula ion: i s me idional
cohe ence and ocean bo om p essu e, J. Phys. Oceanog ., 44 (2), 517–537.
Fe weis , X. e al. , 2020. G SMBMIP: in e compa ison o he mod-
elled 1980-2012 su ace mass balance o e he G eenland Ice Shee ,
C yosphe e, 14, 3935–3958.
GRDC , 2020. Majo Ri e Basins o he Wo ld/Global Runo Da a Cen e,
GRDC. 2nd, e . ex . ed, Fede al Ins i u e o Hyd ology (B G), Koblenz,
Ge many.
Haagmans , R. & Tsaoussi, L., 2020. Nex Gene a ion G a i y Mis-
sion as a Mass-change And Geosciences In e na ional Cons ella ion
(MAGIC) Mission Requi emen s Documen , Ea h and Mission Science
Di ision, Eu opean Space Agency; NASA Ea h Science Di ision ,
doi:10.5270/esa.nasa.magic-m d.2020.
Hauk , M. & Wiese, D.N ., 2020. Ne w me hods o linking science ob-
jec i es o emo e sensing obse a ions: a concep s udy using single
and dual-pai sa elli e g a ime y a chi ec u es, Ea h Space Sci., 7 (3) ,
doi:10.1029/2019EA000922.
Helle -Kaiko , B. , Pail, R. & Da as, I., 2023. Mission design and p ocessing
aspec s o he Mass Change and Geoscience In e na ional Cons ella-
ion (MAGIC). , Geophysical Jou nal In e na ional, 235 (1), 718–735.
doi:10.1093/gji/ggad266.
Ho a h , A. , Mu b
¨
ock, M., Pail, R. & Ho wa h, M., 2018. Deco ela-
ion o GRACE ime a iable g a i y ield solu ions using ull co a i-
ance in o ma ion, Geosciences, 8 (9), 323. doi:10.3390/geosciences80903
23.
Hughes , C.W. , Williams, J., Hibbe , A., Boening, C. & O am, J., 2016. A
Rossby whis le: a esonan basin mode obse ed in he Ca ibbean Sea,
Geophys. Res. Le ., 43, 7036–7043.
Hughes , C.W. , Williams, J., Blake , A., Cowa d, A. & S epano , V. , 2018.
A window on he deep ocean: he special alue o ocean bo om p essu e
o moni o ing he la ge-scale, deep-ocean ci cula ion, P o g. Oceano g .,
161, 19–46.
IMBIE eam , 2018. Mass balance o he An a c ic Ice Shee om 1992 o
2017, Na u e, 558 (7709), 219–222.
IMBIE eam , 2020. Mass balance o he G eenland Ice Shee om 1992 o
2018, Na u e, 579 (7798), 223–239.
I an Pou , S. e al. , 2015. Assessmen o sa elli e cons ella ions o mon-
i o ing he a ia ions in Ea h g a i y ield (SC4MGV), Final Repo ,
ESA/ESTEC Con ac No. AO/1-7317/12/NL/AF.
In e na ional Union o Geodesy and Geophysics (IUGG) (Ed.) , 2015.
IUGG Resolu ions a he XXVI Gene al Assembly: 22 June - 2
July 2015; P ague, Czech Republic,, Resolu ion 2: Fu u e Sa elli e
G a i y and Magne ic Mission Cons ella ions, XXVI Gene al Assem-
bly o he In e na ional Union o Geodesy and Geophysics (IUGG)
(P ague 2015), Ka ls uhe : IUGG Sec e a ia , KIT Ka ls uhe Ins i-
u e o Technology, h ps://g zpublic.g z-po sdam.de/ es /i ems/i em 162
6895 1/componen / ile 1626894/con en , accessed on 05/01/2024.
In e na ional Union o Geodesy and Geophysics (IUGG) (Ed.) , 2023.
IUGG Resolu ions a he XXVIII Gene al Assembly: 11 July - 20 July
2023; Be lin, Ge many, Resolu ion 2: Sus ained Te es ial Wa e S o age
(TWS) Moni o ing by Dedica ed G a i y Sa elli e Cons ella ions, XXVIII
Gene al Assembly o he In e na ional Union o Geodesy and Geophysics
(IUGG) (Be lin 2023), h ps://iugg.o g/wp-con en /uploads/2023/09/20
23 IUGG- GA- Resolu ions.pd , accessed on 05/01/2024.
Jensen , L. , Eicke , A., Dobslaw, H. & Pail, R., 2020. Eme ging changes in
Te es ial Wa e S o age a iabili y as a a ge o u u e sa elli e g a i y
missions, Remo e Sens., 12 (23), 3898 , doi:10.3390/ s12233898.
Masso i , L. , Siemes, C., Ma ch, G., Haagmans, R. & Sil es in, P. , 2021.
Nex Gene a ion G a i y Mission Elemen s o he Mass Change and Geo-
science In e na ional Cons ella ion: om o bi selec ion o ins umen
and mission design , doi:10.3390/ s13193935.
Masso i , L. e al. , 2022. Nex Gene a ion G a i y Mission Design Ac i i ies
wi hin he Mass Change and Geoscience In e na ional Cons ella ion,
SPIE Remo e Sensing (RS103), Be lin, Ge many.
May e -G
¨
u , T. e al. , 2015. The combined sa elli e g a i y ield
model GOCO05s, Geophys. Res. Abs ., 17, EGU2015–12364. Eu o-
pean Geosciences Union Gene al Assembly 2015 (Vienna, Aus ia),
doi:10.13140/RG.2.1.4688.6807.
McCa hy , G.D. e al. , 2020. Sus ainable obse a ions o he AMOC:
me hodology and echnology, Re . Geophys., 58 (1), e2019RG000654 ,
doi:10.1029/2019RG000654.
No
¨
el , B. , an de Be g, W. J. , Lhe mi e, S. & an den B oeke, M.R., 2019.
Rapid abla ion zone expansion ampli ies no h G eenland mass loss, Sci.
Ad ., 5, eaaw0123 , doi:10.1126/sciad .aaw0123.
Pail , R. e al. , 2015. Obse ing Mass T anspo o Unde s and Global
Change and o Bene i Socie y: Science and Use Needs –An in e na ional
mul i-disciplina y ini ia i e o IUGG, Deu sche Geod
¨
a ische Kommis-
sion de Baye ischen Akademie de Wissenscha en, He 320, M
¨
unchen
, h ps://g zpublic.g z-po sdam.de/pubman/i em/i em 1354175 .
Pail , R. e al. , 2019. Addi ional Cons ella ion & Scien i ic Analysis o he
Nex Gene a ion G a i y Mission Concep (ADDCON), Final Repo ,
ESA/ESTEC Con ac No. 4000118480/16/NL/FF/gp.
Pail , R. e al. , 2022. NGGM/MAGIC – Science Suppo S udy Du ing Phase
A, Final Repo , ESA/ESTEC Con ac No. RFP/3-17035/20/NL/FF/ d.
h ps://www.asg.ed . um.d e/iapg/magic/d ocumen s/ .
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
MAGIC expec ed impac on science and applica ions 1307
Pu khause , A.F. , Siemes, C. & Pail, R., 2020. Consis en quan i ica ion
o he impac o key mission design pa ame e s on he pe o mance o
nex -gene a ion g a i y missions, Geophys. J. In ., 221, 1190–1210.
Ran , J. e al. , 2018. Seasonal mass a ia ions show iming and magni ude
o mel wa e s o age in he G eenland Ice Shee , C yosphe e, 12, 2981–
2999.
Ray , R. , 2008. GOT4.7. Ex ension o Ray R (1999) A global ocean ide model
om Topex/Poseidon al ime y GOT99.2, NASA Tech Memo 209478.
Reigbe , C. e al. , 2002. A high quali y global g a i y ield model om
CHAMP GPS acking da a and accele ome y (EIGEN-1S), Geophys.
Res. Le ., 29, 14 , doi:10.1029/2002GL015064.
Rodell , M. , Famiglie i, J.S., Wiese, D.N., Reage , J.T., Beaudoing, H.K.,
Lande e , F.W. & Lo, M.-H., 2018. Eme ging ends in global eshwa e
a ailabili y, Na u e, 557, 651–659.
Sasgen , I. e al. , 2012. Timing and o igin o ecen egional ice-mass loss in
G eenland, Ea h plane . Sci. Le ., 333–334, 293–303.
Sa cenko , R. & Bosch, W. , 2012. EOT11a—empi ical ocean ide model
om mul i-mission sa elli e al ime y, DGFI-Repo No.89.
Schlegel , N.-J. , Wiese, D.N., La ou , E.Y., Wa kins, M.M., Box, J.E., Fe -
weis, X. & an den B oeke, M.R., 2016. Applica ion o GRACE o he
assessmen o model-based es ima es o mon hly G eenland Ice Shee
mass balance (2003–2012), C yosphe e, 10, 1965–1989.
Tapley , B.D. , Be adpu , S., Wa kins, M. & Reigbe , C., 2004. The g a i y
eco e y and clima e expe imen expe imen : mission o e iew and ea ly
esul s, Geophys. Res. Le ., 31 (9) , doi:10.1029/2004gl019920.
Thomas , B. , Famiglie i, J., Lande e , F., Wiese, D., Molo ch, N. & A gus,
D., 2017. GRACE G oundwa e D ough Index: e alua ion o Cali o nia
Cen al Valley g oundwa e d ough , Remo e Sens. En i on., 198, 384–
392.
Visse , P. e al. , 2016. Towa ds a Sus ained Obse ing Sys em o
Mass T anspo o Unde s and Global Change and o Bene i Socie y,
N ASA/ESA In e agency G a i y Science Wo king G oup (IGSWG), Doc.
n .: TUDIGSWG-2016-01.
Wah , J. , Molenee , M. & B yan, F., 1998. Time a iabili y o he
Ea h’s g a i y ield: hyd ological and oceanic e e s and hei possi-
ble de ec ion using GRACE, J. geophys. Res. (Solid Ea h), 103 (B12),
30205–30229.
Wang , R. , Heimann, S., Zhang, Y., Wang, H. & Dahm, T., 2017. Comple e
syn he ic seismog ams based on a sphe ical sel -g a i a ing Ea h model
wi h an a mosphe e–ocean–man le–co e s uc u e, Geophys. J. In ., 210,
1739–1764.
Wells , D.L. & Coppe smi h, K.J., 1994. New empi ical ela ionships among
magni ude, up u e leng h, up u e wid h, up u e a ea, and su ace dis-
placemen , Bull. seism. Soc. Am., 84, 974–1002.
Wieczo ek , M.A. & Simons, F. J. , 2007. Minimum- a iance mul i ape spec-
al es ima ion on he sphe e, J. Fou ie Anal. Appl., 13, 665–692.
Wieczo ek , M.A. & Meschede, M., 2018. SHTools: ools o wo king wi h
sphe ical ha monics, Geochem. Geophys. Geosys ., 19, 2574–2592.
Wiese , D.N. e al. , 2022. The mass change designa ed obse -
able s udy: o e iew and esul s, Ea h Space Sci., 9 (8) ,
doi:10.1029/2022EA002311.
Wou e s , B. , Chambe s, D. & Sch ama, E.J.O., 2008. GRACE obse es
small-scale mass loss in G eenland, Geophys. Res. Le ., 35 (20) ,
doi:10.1029/2008GL034816.
Wou e s , B. , Ga dne , A.S. & Mohold , G., 2019. Global Glacie mass loss
du ing he GRACE Sa elli e Mission (2002-2016), F on . Ea h Sci., 7 (96)
, doi:10.3389/ ea .2019.00096.
Zw all y , H.J. , Gio ine o, M.B., Beckley, M.A. & Saba, J.L., 2012. An a c-
ic and G eenland D ainage Sys ems, GSFC C yosphe ic Sciences Lab-
o a o y, h p://icesa 4.gs c.nasa.go /c yo da a/an g n d ainage sys ems
.php , accessed on 05/01/2024.
Zhou , H. , Luo, Z., Zhou, Z., Yang, F. , Pail, R., Tu, L., Ye h , H.-C. & Ya n g ,
S., 2021. Wha can we expec om he inclined sa elli e o ma ion o
empo al g a i y ield de e mina ion?, Su . Geophys., 42 (3), 699–726,
Sp inge Science and Business Media LLC, doi:10.1007/s10712-021-
09641-9.
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024
1308 I. Da as e al .
APPENDIX A: MAGIC ORBIT
SCENARIOS
O bi s se s o inclined (IP o P2) and pola (PP o P1) pai s. The ID
shows he numbe o subcycle days o which he se is op imized
and an addi ional in o ma ion abou he al i udes: (M)id, (H)igh.
No e ha he semimajo axis is educed by 6378 km o highligh ing
di e ences in al i ude. The o he columns p o ide in o ma ion abou
he homogenei y, longi ude shi and sub-cycles o he g ound- ack
pa e ns; mo e de ails a e desc ibed in Masso i e al. ( 2021 ) and
Haagmans & Tsaoussi ( 2020 ).
Table A1. O bi design pa ame e s o cons ella ion se s including inclined (IP o P2) and pola (PP o P1) pai s.
ID
IP Al .
[km] IP Inc. [
◦]
PP Al .
[km] PP Inc. [
◦] hl IP [-] hl PP [-] Lon. shi IP [
◦] Lon. shi PP [
◦] Subcycles [d]
3d M 409 70 440 89 1.368 1.383 2.308 2.384 2, 3, 8, 11, 30
3d H 432 70 463 89 1.451 1.449 −3.076 −3.067 3, 7, 31
5d Ma 396 65 434 89 1.397 1.383 −1.499 −1.458 2, 3, 5, 13, 18, 31
5d Mb 397 70 425 87 1.168 1.167 0.736 0.733 2, 5, 27, 32
5d H 465 75 488 89 1.185 1.190 0.762 0.781 4, 5, 29
7d M 389 70 417 87 1.238 1.253 0.743 0.786 2, 7, 30
7d H 432 70 463 89 1.218 1.226 0.672 0.692 3, 7, 31
SSO o 3d H 477 97 463 89 1.454 1.449 −3.097 −3.067 3, 7, 31
SSO o 7d H 477 97 463 89 1.201 1.226 0.622 0.692 3, 7, 31
5d LL 344 70 376 89 1.423 1.410 −1.671 −1.628 1, 2, 5, 12, 29
5d LH 344 71.5 492 89 1.169 1.172 −0.732 −0.790 5, (32-31)
U3d5d H 432 70 492 89 1.451 (3d) 1.172 (5d) −3.076 (3d) −0.790 (5d) IP: 3, 31; PP: 5, 31
U5d H 460 70 492 89 1.061 (5d) 1.172 (5d) −0.284 (5d) −0.790 (5d) IP: 5; PP: 5, 31
U3d H 402 65 463 89 1.382 1.449 2.380 −3.067 IP: 3, 29-30; PP: 3, 7, 31
C
The Au ho (s) 2024. Published by Ox o d Uni e si y P ess on behal o The Royal As onomical Socie y. This is an Open Access
a icle dis ibu ed unde he e ms o he C ea i e Commons A ibu ion License ( h ps://c ea i ecommons.o g/licenses/by/4.0/ ), which
pe mi s un es ic ed euse, dis ibu ion, and ep oduc ion in any medium, p o ided he o iginal wo k is p ope ly ci ed.
Downloaded om h ps://academic.oup.com/gji/a icle/236/3/1288/7473715 by Uni e si ae Hambu g use on 01 Feb ua y 2024